{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In a sweep between 14.983933333333335°C and 35.02753333333333°C\n",
      "with a speed of roughly 4.393117808219178°C per hour\n",
      "we see a voltage tempco of roughly 0.02834124639279512 ppm/k\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"Arroyo TECSource Chamber Temp\", \"3458A Vz\"]\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/20230216-230212_ADRmu10_15_35_TC_long.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"])\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "raw=raw.resample('30s').mean()\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "twin1 = ax.twinx()\n",
    "twin1.set_ylabel(\"Temperature (°C)\")\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='Output Voltage (V)', title='ADRmu10 Voltage vs ambient temperature')\n",
    "ax.plot(raw.iloc[:,1])\n",
    "twin1.plot(raw.iloc[:,0])\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "plt.show()\n",
    "print(\"In a sweep between \"+str(raw[\"Arroyo TECSource Chamber Temp\"].min())+\"°C and \"+str(raw[\"Arroyo TECSource Chamber Temp\"].max())+\"°C\")\n",
    "time_range=(raw.index.max() - raw.index.min()).total_seconds()\n",
    "temperature_range=raw[\"Arroyo TECSource Chamber Temp\"].max()-raw[\"Arroyo TECSource Chamber Temp\"].min()\n",
    "voltage_range=raw[\"3458A Vz\"].max()-raw[\"3458A Vz\"].min()\n",
    "print(\"with a speed of roughly \"+str(temperature_range/(time_range/3600)*2)+\"°C per hour\")\n",
    "print(\"we see a voltage tempco of roughly \"+str((voltage_range/.00001)/temperature_range)+\" ppm/k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
